diff --git a/README.md b/README.md
index 7ef7541..399cc30 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,15 @@ My auto research template features
 - stronger and explicit ideation and interpreations (weak points of current agents)
 
 
+My specific ML things:
+- uses pueue to queue GPU jobs from multiple agents
+- use jaxtyping and beartyping to document dimensions and do typechecking / shapechecking in the smoke test
+- tyro/dataclass for config
+- TODO [ml_debug](https://github.com/wassname/ml_debug) skill to (hopefully) uplift agent dignosis
+
+
 See also
 - https://github.com/karpathy/autoresearch/blob/master/program.md
 - https://github.com/NousResearch/autonovel/blob/master/program.md
+
+TODO key plot or log from each experiment